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My Homelab AI Dev Platform

https://rsgm.dev/post/ai-dev-platform/
33•rsgm•1h ago

Comments

johnnytech•54m ago
Really cool! Do you autoapprove edits or do you approve manually?
rsgm•39m ago
I'll verify the PR code myself before merging, but that's usually a quick skim.
fazgha•38m ago
So first post in the blog, and it went directly HN frontpage.

Then, I said homelab AI, I thought it's an interesting post about local GPU setup (and I am really interested in this topic).. but no, just another hype post about how to use whatever-code...

reactordev•35m ago
you can't explain the HN hug. You feel it, or your servers do.
rsgm•30m ago
I looked into running local models last month. They just aren't quite there for agentic tool use workflows without spending a small fortune. I'm hopeful smaller local models get much better soon.

I was also hoping to put out another post on my homelab setup, it has some neat stuff, but I haven't had a chance to finish it.

sosodev•10m ago
I think it heavily depends on what you're asking the model to do. Qwen3.6, both 27B and 35B-A3B, do agentic tool use very well. Their decision making is sus, but the dense model is decent in that way. A 4-bit quant for either of those can run on many home systems with a bit of configuration.

The biggest issue I've noticed is that the chat templates for open models are really hit or miss. The default Qwen3.6 chat template mostly works these days, but depending on your workload it may cause major issues. There are plenty of "fixed" chat templates on hugging face, but people report mixed success. It really seems to depend a lot on what the tool you're using expects.

variety8675•35m ago
How do you run inference for Open Code? What models are you running
_def•13m ago
I wonder how gitops is done with docker compose
rsgm•5m ago
I recently setup Arcane and started migrating stuff from Truenas apps, they were all deployed as custom docker compose services so it worked out. Arcane supports Git syncs to auto deploy compose stacks, https://getarcane.app/docs/features/projects#sync-from-git I'll write up some posts on my full setup soon.
dlxfoo•11m ago
Im doing something very similar. Running my OpenCode on a proxmox lxc. I have an additional layer of Kimaki, which gives you Discord integration (hate it or love it). Chatting with your codebase (voice messages, too, if that’s your jam), is very very cool.
taleodor•4m ago
Very cool, we're doing similar except we let agents open PRs as well + we track release metadata and agentic sessions via our ReARM system + we've recently launched an option for agents to track helm-based deployments via ReARM - https://docs.rearmhq.com/workflows/devops.html
doctorspazz•1m ago
I've been trying to find the motivation to do a write up on my AI lab, and this is just what I needed. Thanks for sharing. My setup is a similar idea, just with n8n/git/argo/k3s. It's mainly for automated workflows that Qwen or Gemma4 can handle.

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